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| Topic | Details |
|---|
| Topic 1 | - Control Plane Installation and Configuration: Covers deploying the software stack including Base Command Manager, OS, Slurm
- Enroot
- Pyxis, NVIDIA GPU and DOCA drivers, container toolkit, and NGC CLI.
|
| Topic 2 | - Cluster Test and Verification: Covers full cluster validation through HPL and NCCL benchmarks, NVLink and fabric bandwidth tests, cable and firmware checks, and burn-in testing using HPL, NCCL, and NeMo.
|
| Topic 3 | - Troubleshoot and Optimize: Covers identifying and replacing faulty hardware components such as GPUs, network cards, and power supplies, along with performance optimization for AMD
- Intel servers and storage.
|
| Topic 4 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| Topic 5 | - System and Server Bring-up: Covers end-to-end physical setup of GPU-based AI infrastructure, including BMC
- OOB
- TPM configuration, firmware upgrades, hardware installation, and power and cooling validation to ensure servers are workload-ready.
|
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NVIDIA AI Infrastructure Sample Questions (Q17-Q22):
NEW QUESTION # 17
Consider the following *iptables' rule used in an A1 inference server. What is its primary function?
iptables -A INPUT -p tcp --dport 8080 -j ACCEPT
- A. Accepts all TCP traffic originating from port 8080.
- B. Accepts all TCP traffic destined for port 8080.
- C. Drops all IJDP traffic destined for port 8080.
- D. Redirects TCP traffic from port 8080 to another port.
- E. Blocks all TCP traffic on port 8080.
Answer: B
Explanation:
The *iptables* rule 'iptables -A INPUT -p tcp -dport 8080 -j ACCEPT adds a rule to the INPUT chain, specifying that TCP traffic destined for port 8080 should be accepted. "-dport' specifies the destination port, and '-j ACCEPT indicates that the traffic should be allowed to pass through.
NEW QUESTION # 18
Given the following 'nvswitch-cli' output, what does the 'Link Speed' indicate, and what potential bottleneck might a low 'Link Speed' suggest?
- A. It indicates the effective bandwidth of the NVLink connection; a low value suggests a potential cable issue or misconfiguration.
- B. It indicates the clock speed of the GPU memory; a low value suggests a memory bottleneck.
- C. It indicates the power consumption of the NVLink switch; a high value suggests overheating issues.
- D. It indicates the PCle generation supported by the GPIJ; a low value suggests an outdated GPU.
- E. It indicates the NVLink protocol version; a low value suggests firmware incompatibility.
Answer: A
Explanation:
The 'Link Speed' in 'nvswitch-cli' output refers to the effective bandwidth of the NVLink connection between the GPUs and the switch. A low value compared to the expected speed indicates a potential problem with the NVLink cables, their connections, or misconfiguration that's preventing the link from operating at its full potential. It is not related to memory clock, PCle, or NVLink protocol version but direct NVLink performance.
NEW QUESTION # 19
When deploying BlueField OS using PXE boot, which of the following files on the PXE server is responsible for specifying the kernel, initrd, and device tree files to be loaded by the client?
- A. pxelinux.cfg/default
- B. dhcpd .conf
- C. tftpboot/pxelinux.0
- D. /boot/grub/grub.cfg
- E. tftpboot/lpxelinux.0
Answer: A
Explanation:
The 'pxelinux.cfg/default' file (or a similar configuration file based on the client's MAC address or IP address) contains the configuration directives for the PXE bootloader, including specifying the kernel, initrd, and device tree files. 'dhcpd.conf is for DHCP server configuration, 'pxelinux.ff is the PXE bootloader itself, and '/boot/grub/grub.cfg' is a GRUB configuration file, usually on the client's disk.
NEW QUESTION # 20
A system administrator needs to enable MIG so that the end user can run multiple jobs on an NVIDIA A100 GPU. What command should be used?
- A. nvidia -smi -i -mig 1 enable
- B. nvidia smi -i 0 --enablemig
- C. nvidia-smi -i 0 -mig 1
- D. nvidia-smi -a100 -enablemig
Answer: C
Explanation:
nvidia-smi -i 0 -mig 1 enables MIG mode on GPU index 0. Once MIG mode is enabled, the A100 can be partitioned into multiple GPU instances so separate jobs can run with isolated GPU resources.
NEW QUESTION # 21
You are tasked with upgrading the NVIDIA driver on a Kubernetes node hosting GPU-accelerated A1 workloads. To minimize downtime and ensure a smooth transition, which sequence of steps should you follow?
- A. Cordon the node, upgrade the driver, reboot the node, and uncordon it.
- B. Upgrade the NVIDIA container toolkit, then upgrade the driver, reboot the node, and uncordon it.
- C. Drain the node, upgrade the driver, reboot the node, and uncordon it.
- D. Upgrade the driver directly on the node, reboot the node, and let Kubernetes automatically reschedule the workloads.
- E. Delete all pods running on the node, upgrade the driver, reboot the node, and recreate the pods.
Answer: A
Explanation:
Cordoning the node prevents new pods from being scheduled on it. After upgrading the driver and rebooting, uncordoning the node allows Kubernetes to resume scheduling workloads. Draining the node before upgrading can cause unnecessary downtime if pods are migrated before the upgrade process starts. The NVIDIA container toolkit must be compatible to the NVIDIA driver, but the upgrade sequence follows Option C steps.
NEW QUESTION # 22
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